Development Methodologies for Big Data Analytics Systems: Plan-Driven, Agile, Hybrid, Lightweight Approaches
暫譯: 大數據分析系統的開發方法論:計畫驅動、敏捷、混合、輕量級方法
Mora, Manuel, Wang, Fen, Marx Gomez, Jorge
- 出版商: Springer
- 出版日期: 2024-11-04
- 售價: $6,100
- 貴賓價: 9.5 折 $5,795
- 語言: 英文
- 頁數: 280
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031409582
- ISBN-13: 9783031409585
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相關分類:
大數據 Big-data、Agile Software、Data Science
海外代購書籍(需單獨結帳)
相關主題
商品描述
- Addresses the mathematical, statistical and computational foundations and techniques of Big Data Analytics;
- Includes specific research problems in the development methodologies from a Systems and Software perspective;
- Presents successful BDA systems applied in diverse domains such as Healthcare, Logistics, Finance, Marketing, Retail, and Education.
商品描述(中文翻譯)
本書介紹了針對各種規模企業的大數據分析(BDA)研究。作者通過研究基於三種方法論的開發方法,分析了在某些企業中應用BDA所面臨的問題,這三種方法論分別為:1) 計劃驅動(plan-driven)、2) 敏捷(agile)和3) 混合輕量級(hybrid lightweight)。作者首先描述了BDA系統及其如何隨著統計學、計算機科學和商業智能分析的融合而出現,旨在提供所需的概念、模型、方法和工具,以利用可用的內部和外部商業數據的多樣性、體量和速度,即大數據(Big Data),並為決策者提供決策價值。本書提供了高質量的概念性和實證性研究導向章節,涵蓋計劃驅動、敏捷和混合輕量級開發方法論及相關支持主題,適用於大型、中型和小型企業組織。
- 涉及大數據分析的數學、統計和計算基礎及技術;
- 包含從系統和軟體的角度出發的開發方法論中的具體研究問題;
- 展示了成功應用於醫療保健、物流、金融、行銷、零售和教育等多個領域的BDA系統。
作者簡介
Manuel Mora is a full-time Professor in the Information Systems Department at the Autonomous University of Aguascalientes (UAA), Mexico. Dr. Mora holds an M.Sc. in Computer Sciences (Artificial Intelligence area, 1989) from Monterrey Tech (ITESM), and an Eng.D. in Engineering (Systems Engineering area, 2003) from the National Autonomous University of Mexico (UNAM). He has published over 90 research papers in international top conferences, research books, and journals such as IEEE-TSMC, European Journal of Operational Research, Int. Journal of Information Management, Engineering Management, Int. J. of Information Technology and Decision Making, Information Technology for Development, Int. J. in Software Engineering and Knowledge Engineering, and Computer Standards & Interface. Dr. Mora is a senior member of ACM (since 2008), an SNI at Level II, and serves in the ERB of several international journals indexed by Emergent Source Citation Index focused on decision-making support systems(DMSS) and IT services systems.
Fen Wang is a Full Professor in the Information Technology & Administrative Management Department at Central Washington University (CWU). Before joining CWU, Prof. Wang was an Assistant Professor and Director of the Management Information Systems (MIS) program at the Eastern Nazarene College in Massachusetts. Prof. Wang holds a B.S. in MIS, an M.S., and a Ph.D. in Information Systems from the University of Maryland Baltimore County. Prof. Wang has brought over ten years of professional and research experience in information technology management to her students. Her research focuses on intelligent decision support technologies and E-business strategies. These efforts have resulted in contributions to the applied literature on information technologies that have been well-received in the research community. Prof. Wang has published over thirty papers in internationally-circulated journals and book series, including the International Journal ofE-Business Research (IJEBR), International Journal of Decision Support System Technology (IJDSST), Intelligent Decision Technologies (IDT), Information Technology for Development (ITFD), and the Encyclopedia of E-Commerce, E-Government and Mobile Commerce. Prof. Wang has also consulted for a variety of public and private organizations on IT management and applications.
Prof. Dr. Jorge Marx Gómez studied Computer Engineering and Industrial Engineering at the University of Applied Sciences Berlin (Technische Fachhochschule Berlin). He was a lecturer and researcher at the Otto-von-Guericke-Universität Magdeburg (Germany) where he also obtained a Ph.D. degree in Business Information Systems with the work Computer-based Approaches to Forecast Returns of Scrapped Products to Recycling. From 2002 till 2003 he was a visiting professor for Business Informatics at the Technical University of Clausthal (TU Clausthal, Germany). In 2004 he received his habilitation for the workAutomated Environmental Reporting through Material Flow Networks at the Otto-von-Guericke-Universität Magdeburg. In 2005 he became a full professor and chair of Business Information Systems at the Carl von Ossietzky University Oldenburg (Germany). His research interests include Very Large Business Applications, Business Information Systems, Federated ERP-Systems, Business Intelligence, Data Warehousing, Interoperability, and Environmental Management Information Systems.
Hector A. Duran-Limon Ph.D., is currently a full Professor at the Information Systems Department, University of Guadalajara, Mexico. He completed a Ph.D. at Lancaster University, England in 2002. Following this, he was a post-doctoral researcher until December 2003. He obtained an IBM Faculty award in 2008. His research interests include Cloud Computing and High-Performance Computing (HPC). He is also interested in Software Architecture, Software Product Lines, and Component-based Development. In 2006, He was invited to create a Ph.D. program in Information Technologies for the University of Guadalajara, becoming a member of the Academic Council.
作者簡介(中文翻譯)
Manuel Mora 是墨西哥阿瓜斯卡連特斯自治大學(UAA)資訊系統系的全職教授。Mora 博士於1989年在蒙特雷科技大學(ITESM)獲得計算機科學碩士學位(人工智慧領域),並於2003年在墨西哥國立自治大學(UNAM)獲得工程學博士學位(系統工程領域)。他在國際頂尖會議、研究書籍和期刊上發表了超過90篇研究論文,包括 IEEE-TSMC、歐洲運營研究期刊、國際資訊管理期刊、工程管理、國際資訊技術與決策制定期刊、發展資訊技術、國際軟體工程與知識工程期刊,以及計算機標準與介面。Mora 博士自2008年以來是 ACM 的資深會員,並且是 SNI II 級的成員,還在幾本由新興來源引用指數索引的國際期刊的編輯委員會中任職,專注於決策支持系統(DMSS)和 IT 服務系統。
Fen Wang 是中央華盛頓大學(CWU)資訊科技與行政管理系的全職教授。在加入 CWU 之前,Wang 教授曾擔任馬薩諸塞州東納撒尼大學的助理教授及管理資訊系統(MIS)計畫主任。Wang 教授擁有管理資訊系統學士學位、碩士學位及馬里蘭大學巴爾的摩縣校區的資訊系統博士學位。Wang 教授將超過十年的資訊科技管理專業及研究經驗帶給她的學生。她的研究重點在於智能決策支持技術和電子商務策略。這些努力為應用文獻中的資訊技術做出了貢獻,並在研究界獲得良好反響。Wang 教授在國際期刊和書籍系列上發表了超過三十篇論文,包括《國際電子商務研究期刊》(IJEBR)、《國際決策支持系統技術期刊》(IJDSST)、《智能決策技術》(IDT)、《發展資訊技術》(ITFD)以及《電子商務、電子政府和行動商務百科全書》。Wang 教授還為各種公私機構提供有關 IT 管理和應用的諮詢。
Jorge Marx Gómez 博士教授在柏林應用科技大學(Technische Fachhochschule Berlin)學習計算機工程和工業工程。他曾在德國馬格德堡奧托·馮·古里克大學擔任講師和研究員,並在該校獲得商業資訊系統博士學位,研究題目為《基於計算機的方法預測廢棄產品的回收收益》。2002年至2003年,他在德國克勞斯塔爾工業大學擔任商業資訊學的訪問教授。2004年,他因《通過物料流網絡自動化環境報告》一文獲得了資格認證。2005年,他成為德國奧斯提茨基大學商業資訊系統的全職教授及系主任。他的研究興趣包括超大型商業應用、商業資訊系統、聯邦 ERP 系統、商業智慧、數據倉儲、互操作性和環境管理資訊系統。
Hector A. Duran-Limon 博士目前是墨西哥瓜達拉哈拉大學資訊系統系的全職教授。他於2002年在英國蘭卡斯特大學獲得博士學位。隨後,他擔任博士後研究員直到2003年12月。他於2008年獲得 IBM 教職員獎。其研究興趣包括雲計算和高效能計算(HPC)。他還對軟體架構、軟體產品線和基於組件的開發感興趣。2006年,他受邀為瓜達拉哈拉大學創建資訊技術博士課程,並成為學術委員會成員。